The commute had been dreadful, traffic at a standstill. He had the worst headache, which felt appropriate. They had the audacity to ask him to assist this new woman, a recent graduate with zero real-world experience.

He found her at his desk, where she looked excited. That felt insulting.

"So, about the reporting..." he began, his voice barely above a whisper. He didn't look at her when he spoke, staring instead at his hands, which he’d folded tightly together on the desk. "It's all a matter of following the templates." He paused, then added, his voice flat and emotionless, “And good luck with that.”

Emotion: sullen

Cluster: Sadness / Despair
PC1 (Valence): -1.51 Negative
PC2 (Disposition): -0.22

Role in Research

This story is one of 1,000 stories generated for the emotion sullen. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 sullen stories, after denoising with neutral dialogue baselines, produces the sullen emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sullen vector is projected through the unembedding matrix.

Promoted:
S0.404
😞0.282
0.254
:(0.233
无法0.215
Suppressed:
de-0.539
!-0.276
la-0.263
🤩-0.225
que-0.216